Disclaimer: This guide covers accessing publicly available data. Always review a site's robots.txt and Terms of Service before automated access. Building AI agents that interact with real-world e-commerce requires live data. Stale training data doesn't know today's price for a mechanical keyboard on Amazon. This guide details how to supply your LLM pipeline with reliable, structured data from Amazon. Why AI agents need Amazon data Agentic systems operating in the e-commerce space require live access to product pages, search results, and reviews. Price monitoring : Agents dynamically track competitor pricing to recommend optimal listing adjustments or alert users to price drops. Product research : RAG pipelines aggregate thousands of customer reviews to summarize sentiment, identify common defects, or suggest product improvements to a knowledge base. Inventory tracking : Automated workflows verify stock availability across variants before executing purchase tool calls.…